"This isn't happening," Ben whispered, staring out the window. Just as he was contemplating finally finishing the repairs on his fence, there was a tap at his door. Mrs. Gable, his other neighbor, was there, a wide smile on her face. "Such a sunny spot you have, Ben!" she exclaimed, her voice syrupy sweet. "A little garden would really liven up the space, wouldn't it?"

Ben’s stomach churned. He could feel a sour taste at the back of his throat. He just wanted to be left alone.

He forced a smile, his jaw aching from the effort. He told her he'd consider it. The sunlight seemed to mock him.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212